DNS Resolution in Kubernetes Pods with multiple Docker containers fails

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Issue

Running Kubernetes and found that pods are not resolving DNS. Getting dns host lookup errors.
Docker containers sharing network randomly have DNS problems

Environment

Red Hat Enterprise Linux Atomic Host 7.1.3-1 or older
Red Hat Enterprise Linux 7.1
docker-1.6.2-14.el7 or older

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